Investment Rating - The industry investment rating is "Recommended," indicating an expected increase in the industry index by more than 5% over the next 3-6 months compared to the benchmark index [17]. Core Insights - The report highlights significant advancements in AI infrastructure, particularly in the development of AI-native storage solutions and databases, which are crucial for the evolution of large models and AI applications [2][6]. - The collaboration between major players like NVIDIA and Alibaba Cloud is accelerating the progress of AI databases and vector databases, which are expected to play a central role in the AI infrastructure landscape [2][6]. - The vector database market is projected to grow significantly, with an estimated market size of USD 2.6521 billion by 2025 and USD 8.9457 billion by 2030, reflecting a compound annual growth rate (CAGR) of 27.5% during the forecast period [6]. Industry Overview - The computer industry comprises 337 listed companies with a total market capitalization of CNY 64,270.02 billion and a circulating market value of CNY 58,082.25 billion [3]. - The absolute performance of the industry over the past 12 months has been 39.5%, with a relative performance of 16.7% compared to the benchmark index [4]. Key Developments - NVIDIA's BlueField-4 data processor supports the next-generation AI-native storage infrastructure, enhancing inference efficiency through high-bandwidth context state sharing among AI systems [6]. - Alibaba Cloud's PolarDB aims to evolve into an "AI-ready database," focusing on multi-modal AI data lakes and efficient search capabilities [6]. - Companies like Dameng Data, StarRing Technology, and Massive Data are making strides in AI infrastructure, with innovative solutions and significant investments in AI capabilities [6].

Investment Rating - The report maintains a "Recommended" rating for the industry [4] Core Insights - The demand for Tokens is driving inflation across the AI industry chain, with price increases being observed from storage to CPUs and now extending to cloud services, marking a significant shift in the pricing dynamics of the cloud computing sector [14][30] - AWS has initiated a price increase for its EC2 machine learning capacity blocks by approximately 15%, breaking a long-standing trend of declining prices in the cloud services industry, which may lead to a revaluation of cloud computing and related service providers [14] - The report highlights potential investment opportunities in cloud computing, CPUs, and databases, suggesting companies such as Alibaba, Kingsoft Cloud, and Inspur for cloud computing; Haiguang Information and Longxin for CPUs; and companies like StarRing Technology and DM Database for databases [30] Summary by Sections 1. Cloud Computing Price Trends - The report indicates that the AI industry chain is experiencing a price transmission trend, with cloud computing being the next area to see price increases following storage and CPU price hikes [14] - AWS's price adjustment reflects anticipated supply-demand dynamics, suggesting that successful price increases could lead to further adjustments in the future [14] 2. CPU Market Dynamics - The report notes a persistent supply-demand imbalance in the CPU market, particularly with Intel facing production limitations that may lead to continued shortages into 2026 [16] - The importance of CPUs is expected to rise significantly due to the increasing demand from AI applications, with the report emphasizing the need for optimization across both CPU and GPU resources [24][25] 3. Database Sector Growth - The report anticipates a rapid increase in the number of database PCU nodes driven by the demand for AI agents, which could lead to significant revenue growth for database providers [26] - The emergence of AI-native databases is highlighted as a key trend, with companies like Alibaba's PolarDB gaining traction in the market [29] 4. Investment Recommendations - The report suggests focusing on companies in the cloud computing sector such as Alibaba, Kingsoft Cloud, and UCloud, as well as CPU manufacturers like Haiguang Information and Longxin, and database firms like StarRing Technology and DM Database [30]